Laan, Mark J. van der
Targeted Learning
1. The Open Problem
Sherri Rose, Mark J. Laan
2. Defining the Model and Parameter
Sherri Rose, Mark J. Laan
3. Super Learning
Eric C. Polley, Sherri Rose, Mark J. Laan
4. Introduction to TMLE
Sherri Rose, Mark J. Laan
5. Understanding TMLE
Sherri Rose, Mark J. Laan
6. Why TMLE?
Sherri Rose, Mark J. Laan
7. Bounded Continuous Outcomes
Susan Gruber, Mark J. Laan
8. Direct Effects and Effect Among the Treated
Alan E. Hubbard, Nicholas P. Jewell, Mark J. Laan
9. Marginal Structural Models
Michael Rosenblum
10. Positivity
Maya L. Petersen, Kristin E. Porter, Susan Gruber, Yue Wang, Mark J. Laan
11. Robust Analysis of RCTs Using Generalized Linear Models
Michael Rosenblum
12. Targeted ANCOVA Estimator in RCTs
Daniel B. Rubin, Mark J. Laan
13. Independent Case-Control Studies
Sherri Rose, Mark J. Laan
14. Why Match? Matched Case-Control Studies
Sherri Rose, Mark J. Laan
15. Nested Case-Control Risk Score Prediction
Sherri Rose, Bruce Fireman, Mark J. Laan
16. Super Learning for Right-Censored Data
Eric C. Polley, Mark J. Laan
17. RCTs with Time-to-Event Outcomes
Kelly L. Moore, Mark J. Laan
18. RCTs with Time-to-Event Outcomes and Effect Modification Parameters
Ori M. Stitelman, Victor Gruttola, C. William Wester, Mark J. Laan
19. C-TMLE of an Additive Point Treatment Effect
Susan Gruber, Mark J. Laan
20. C-TMLE for Time-to-Event Outcomes
Ori M. Stitelman, Mark J. Laan
21. Propensity-Score-Based Estimators and C-TMLE
Jasjeet S. Sekhon, Susan Gruber, Kristin E. Porter, Mark J. Laan
22. Targeted Methods for Biomarker Discovery
Catherine Tuglus, Mark J. Laan
23. Finding Quantitative Trait Loci Genes
Hui Wang, Sherri Rose, Mark J. Laan
24. Case Study: Longitudinal HIV Cohort Data
Maya L. Petersen, Mark J. Laan
25. Probability of Success of an In Vitro Fertilization Program
Antoine Chambaz
26. Individualized Antiretroviral Initiation Rules
Romain Neugebauer, Michael J. Silverberg, Mark J. Laan
27. Cross-Validated Targeted Minimum-Loss-Based Estimation
Wenjing Zheng, Mark J. Laan
28. Targeted Bayesian Learning
Iván Díaz Muñoz, Alan E. Hubbard, Mark J. Laan
29. TMLE in Adaptive Group Sequential Covariate-Adjusted RCTs
Antoine Chambaz, Mark J. Laan
30. Foundations of TMLE
Mark J. Laan, Sherri Rose
31. Introduction to
Mark J. Laan, Sherri Rose
Nyckelord: Statistics, Statistical Theory and Methods, Public Health/Gesundheitswesen, Statistics for Life Sciences, Medicine, Health Sciences
- Författare
- Laan, Mark J. van der
- Rose, Sherri
- Utgivare
- Springer
- Utgivningsår
- 2011
- Språk
- en
- Utgåva
- 1
- Serie
- Springer Series in Statistics
- Sidantal
- 71 sidor
- Kategori
- Naturvetenskaper
- Format
- E-bok
- eISBN (PDF)
- 9781441997821